Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	39607
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.6 MiB
Average record size in memory	176.0 B

Variable types

Numeric	22

Alerts

`X_52` is highly correlated with `X_55`	High correlation
`X_55` is highly correlated with `X_52`	High correlation
`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 4 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_06` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_07` is highly correlated with `Y_04` and 4 other fields	High correlation
`Y_08` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_09` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_10` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_12` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_13` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_14` is highly correlated with `Y_05` and 7 other fields	High correlation
`X_50` is highly correlated with `X_53`	High correlation
`X_52` is highly correlated with `X_55`	High correlation
`X_53` is highly correlated with `X_50` and 1 other fields	High correlation
`X_54` is highly correlated with `X_53`	High correlation
`X_55` is highly correlated with `X_52`	High correlation
`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 8 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_06` is highly correlated with `Y_10`	High correlation
`Y_07` is highly correlated with `Y_04` and 2 other fields	High correlation
`Y_08` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_09` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_10` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_12` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_13` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_14` is highly correlated with `Y_04` and 7 other fields	High correlation
`Y_01` is highly correlated with `Y_02` and 1 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05`	High correlation
`Y_05` is highly correlated with `Y_04`	High correlation
`Y_06` is highly correlated with `Y_08` and 6 other fields	High correlation
`Y_08` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_09` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_10` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_11` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_12` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_13` is highly correlated with `Y_06` and 6 other fields	High correlation
`Y_14` is highly correlated with `Y_06` and 6 other fields	High correlation
`X_50` is highly correlated with `X_51` and 5 other fields	High correlation
`X_51` is highly correlated with `X_50` and 5 other fields	High correlation
`X_52` is highly correlated with `X_50` and 5 other fields	High correlation
`X_53` is highly correlated with `X_50` and 5 other fields	High correlation
`X_54` is highly correlated with `X_50` and 5 other fields	High correlation
`X_55` is highly correlated with `X_50` and 5 other fields	High correlation
`X_56` is highly correlated with `X_50` and 5 other fields	High correlation
`Y_01` is highly correlated with `Y_02` and 4 other fields	High correlation
`Y_02` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_03` is highly correlated with `Y_01` and 1 other fields	High correlation
`Y_04` is highly correlated with `Y_05` and 7 other fields	High correlation
`Y_05` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_06` is highly correlated with `Y_01` and 8 other fields	High correlation
`Y_07` is highly correlated with `Y_01` and 4 other fields	High correlation
`Y_08` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_09` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_10` is highly correlated with `Y_01` and 10 other fields	High correlation
`Y_11` is highly correlated with `Y_04` and 9 other fields	High correlation
`Y_12` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_13` is highly correlated with `Y_04` and 8 other fields	High correlation
`Y_14` is highly correlated with `Y_04` and 8 other fields	High correlation

Reproduction

Analysis started	2022-08-06 10:08:47.090499
Analysis finished	2022-08-06 10:09:59.183070
Duration	1 minute and 12.09 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

X_49
Real number (ℝ_≥0)

Distinct	34091
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16676.91364

Minimum	3341.83
Maximum	114563.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	3341.83
5-th percentile	10058.85
Q1	13093.93
median	15273.33
Q3	17560.18
95-th percentile	27594.58
Maximum	114563.63
Range	111221.8
Interquartile range (IQR)	4466.25

Descriptive statistics

Standard deviation	8584.42742
Coefficient of variation (CV)	0.514749168
Kurtosis	51.35132347
Mean	16676.91364
Median Absolute Deviation (MAD)	2236
Skewness	6.00937188
Sum	660522518.5
Variance	73692394.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17076.53	5	< 0.1%
15962.63	5	< 0.1%
16085.23	5	< 0.1%
17054.23	5	< 0.1%
13219.73	4	< 0.1%
15122.33	4	< 0.1%
15115.23	4	< 0.1%
15918.43	4	< 0.1%
15311.63	4	< 0.1%
15091.63	4	< 0.1%
Other values (34081)	39563	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3341.83	1	< 0.1%
3382.63	1	< 0.1%
3679.53	1	< 0.1%
3710.63	1	< 0.1%
3750.13	1	< 0.1%
3756.53	1	< 0.1%
3763.83	1	< 0.1%
3782.63	1	< 0.1%
3783.23	1	< 0.1%
3845.23	1	< 0.1%

Value	Count	Frequency (%)
114563.63	1	< 0.1%
114429.13	1	< 0.1%
114245.83	1	< 0.1%
114211.13	1	< 0.1%
114167.33	1	< 0.1%
114121.73	1	< 0.1%
114114.03	1	< 0.1%
114078.93	1	< 0.1%
114039.03	1	< 0.1%
113735.63	1	< 0.1%

X_50
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	39135
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.7745573

Minimum	21.8
Maximum	162.619458
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	21.8
5-th percentile	121.6734639
Q1	126.948571
median	130.723378
Q3	134.5389985
95-th percentile	140.3499833
Maximum	162.619458
Range	140.819458
Interquartile range (IQR)	7.5904275

Descriptive statistics

Standard deviation	5.98984503
Coefficient of variation (CV)	0.04580283165
Kurtosis	14.82182165
Mean	130.7745573
Median Absolute Deviation (MAD)	3.79554
Skewness	-0.8950712113
Sum	5179587.889
Variance	35.87824349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.8	4	< 0.1%
131.78423	3	< 0.1%
128.123112	3	< 0.1%
130.084233	3	< 0.1%
138.071759	3	< 0.1%
128.951688	3	< 0.1%
129.408459	2	< 0.1%
132.52477	2	< 0.1%
135.437939	2	< 0.1%
130.620084	2	< 0.1%
Other values (39125)	39580	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.8	4	< 0.1%
43.61308	1	< 0.1%
45.279105	1	< 0.1%
77.448335	1	< 0.1%
77.694463	1	< 0.1%
79.231557	1	< 0.1%
85.567941	1	< 0.1%
88.082219	1	< 0.1%
88.8961	1	< 0.1%
88.951245	1	< 0.1%

Value	Count	Frequency (%)
162.619458	1	< 0.1%
160.166486	1	< 0.1%
157.975903	1	< 0.1%
157.554333	1	< 0.1%
156.902295	1	< 0.1%
156.280423	1	< 0.1%
155.482053	1	< 0.1%
155.261441	1	< 0.1%
155.135953	1	< 0.1%
155.048917	1	< 0.1%

X_51
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	39110
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	131.4574177

Minimum	21.91
Maximum	194.513195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	21.91
5-th percentile	122.3915796
Q1	127.669758
median	131.352856
Q3	135.170761
95-th percentile	140.9747625
Maximum	194.513195
Range	172.603195
Interquartile range (IQR)	7.501003

Descriptive statistics

Standard deviation	5.934312895
Coefficient of variation (CV)	0.04514247274
Kurtosis	12.57655285
Mean	131.4574177
Median Absolute Deviation (MAD)	3.755799
Skewness	-0.7214569382
Sum	5206633.943
Variance	35.21606953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.91	3	< 0.1%
130.492458	3	< 0.1%
133.020641	3	< 0.1%
124.483685	3	< 0.1%
129.300488	3	< 0.1%
126.52174	3	< 0.1%
130.088886	3	< 0.1%
130.291012	3	< 0.1%
132.169094	3	< 0.1%
129.220928	3	< 0.1%
Other values (39100)	39577	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.91	3	< 0.1%
46.611946	1	< 0.1%
60.686405	1	< 0.1%
80.607586	1	< 0.1%
81.230335	1	< 0.1%
82.435036	1	< 0.1%
83.828579	1	< 0.1%
84.694405	1	< 0.1%
85.036869	1	< 0.1%
85.119335	1	< 0.1%

Value	Count	Frequency (%)
194.513195	1	< 0.1%
161.351391	1	< 0.1%
160.812954	1	< 0.1%
160.520596	1	< 0.1%
159.906918	1	< 0.1%
159.377499	1	< 0.1%
158.738232	1	< 0.1%
158.358547	1	< 0.1%
157.583233	1	< 0.1%
157.380215	1	< 0.1%

X_52
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	39116
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	138.5875948

Minimum	23.1
Maximum	173.438623
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	23.1
5-th percentile	128.6139956
Q1	134.4754005
median	138.525575
Q3	142.7024475
95-th percentile	148.9937995
Maximum	173.438623
Range	150.338623
Interquartile range (IQR)	8.227047

Descriptive statistics

Standard deviation	6.469812858
Coefficient of variation (CV)	0.04668392483
Kurtosis	12.45662567
Mean	138.5875948
Median Absolute Deviation (MAD)	4.103973
Skewness	-0.8196513814
Sum	5489038.868
Variance	41.85847842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134.828241	3	< 0.1%
23.1	3	< 0.1%
134.475549	2	< 0.1%
148.141893	2	< 0.1%
139.014299	2	< 0.1%
134.706934	2	< 0.1%
134.295282	2	< 0.1%
137.28412	2	< 0.1%
147.136812	2	< 0.1%
143.221826	2	< 0.1%
Other values (39106)	39585	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.1	3	< 0.1%
39.798759	1	< 0.1%
43.363472	1	< 0.1%
72.235044	1	< 0.1%
75.084318	1	< 0.1%
77.896505	1	< 0.1%
81.873441	1	< 0.1%
84.278314	1	< 0.1%
84.799139	1	< 0.1%
86.414163	1	< 0.1%

Value	Count	Frequency (%)
173.438623	1	< 0.1%
166.990732	1	< 0.1%
166.589746	1	< 0.1%
166.152673	1	< 0.1%
165.400659	1	< 0.1%
165.378366	1	< 0.1%
164.233743	1	< 0.1%
163.757944	1	< 0.1%
163.203043	1	< 0.1%
163.091135	1	< 0.1%

X_53
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	39098
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.9924198

Minimum	21.33
Maximum	152.40663
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	21.33
5-th percentile	119.1363106
Q1	124.374525
median	128.02001
Q3	131.618662
95-th percentile	137.0936842
Maximum	152.40663
Range	131.07663
Interquartile range (IQR)	7.244137

Descriptive statistics

Standard deviation	5.713153185
Coefficient of variation (CV)	0.04463665267
Kurtosis	16.09433877
Mean	127.9924198
Median Absolute Deviation (MAD)	3.624207
Skewness	-1.009676695
Sum	5069395.77
Variance	32.64011932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.33	4	< 0.1%
132.944441	3	< 0.1%
129.752401	3	< 0.1%
126.115873	2	< 0.1%
134.030676	2	< 0.1%
129.332365	2	< 0.1%
127.604567	2	< 0.1%
123.03491	2	< 0.1%
128.079023	2	< 0.1%
124.751227	2	< 0.1%
Other values (39088)	39583	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.33	4	< 0.1%
31.383024	1	< 0.1%
76.293242	1	< 0.1%
77.135241	1	< 0.1%
77.608938	1	< 0.1%
78.590029	1	< 0.1%
81.305231	1	< 0.1%
81.626204	1	< 0.1%
81.767477	1	< 0.1%
82.700148	1	< 0.1%

Value	Count	Frequency (%)
152.40663	1	< 0.1%
151.502836	1	< 0.1%
151.467268	1	< 0.1%
151.284117	1	< 0.1%
150.861799	1	< 0.1%
150.860823	1	< 0.1%
150.857969	1	< 0.1%
149.803755	1	< 0.1%
148.717894	1	< 0.1%
148.702658	1	< 0.1%

X_54
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	39013
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.0141095

Minimum	21.34
Maximum	175.052891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	21.34
5-th percentile	119.5883045
Q1	124.6978795
median	128.098728
Q3	131.487423
95-th percentile	136.4127308
Maximum	175.052891
Range	153.712891
Interquartile range (IQR)	6.7895435

Descriptive statistics

Standard deviation	5.43395759
Coefficient of variation (CV)	0.04244811458
Kurtosis	24.63058606
Mean	128.0141095
Median Absolute Deviation (MAD)	3.397163
Skewness	-1.543207246
Sum	5070254.836
Variance	29.52789508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.34	5	< 0.1%
127.357838	3	< 0.1%
128.766094	3	< 0.1%
123.487499	3	< 0.1%
124.958881	3	< 0.1%
128.6973	3	< 0.1%
126.843616	3	< 0.1%
131.838634	2	< 0.1%
127.555965	2	< 0.1%
131.870579	2	< 0.1%
Other values (39003)	39578	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.34	5	< 0.1%
33.693179	1	< 0.1%
58.792919	1	< 0.1%
64.294098	1	< 0.1%
66.797077	1	< 0.1%
76.073391	1	< 0.1%
77.960071	1	< 0.1%
79.048942	1	< 0.1%
79.241798	1	< 0.1%
79.478092	1	< 0.1%

Value	Count	Frequency (%)
175.052891	1	< 0.1%
152.397556	1	< 0.1%
149.941395	1	< 0.1%
149.250843	1	< 0.1%
149.001285	1	< 0.1%
148.969791	1	< 0.1%
148.555469	1	< 0.1%
148.115864	1	< 0.1%
147.4575	1	< 0.1%
147.455242	1	< 0.1%

X_55
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	39172
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	137.8847109

Minimum	22.98
Maximum	170.15598
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	22.98
5-th percentile	127.7718915
Q1	133.744103
median	137.900952
Q3	142.0731015
95-th percentile	148.2765081
Maximum	170.15598
Range	147.17598
Interquartile range (IQR)	8.3289985

Descriptive statistics

Standard deviation	6.552101309
Coefficient of variation (CV)	0.04751869343
Kurtosis	15.27378703
Mean	137.8847109
Median Absolute Deviation (MAD)	4.164238
Skewness	-1.088318918
Sum	5461199.746
Variance	42.93003156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.98	4	< 0.1%
132.303242	3	< 0.1%
133.937085	2	< 0.1%
137.279484	2	< 0.1%
136.627606	2	< 0.1%
133.61974	2	< 0.1%
139.393139	2	< 0.1%
143.580334	2	< 0.1%
134.326642	2	< 0.1%
137.954487	2	< 0.1%
Other values (39162)	39584	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.98	4	< 0.1%
36.307204	1	< 0.1%
57.591816	1	< 0.1%
62.628087	1	< 0.1%
66.423104	1	< 0.1%
69.133893	1	< 0.1%
72.567116	1	< 0.1%
73.34977	1	< 0.1%
73.575932	1	< 0.1%
73.920315	1	< 0.1%

Value	Count	Frequency (%)
170.15598	1	< 0.1%
168.648686	1	< 0.1%
167.480809	1	< 0.1%
167.019719	1	< 0.1%
165.695698	1	< 0.1%
165.479207	1	< 0.1%
162.205998	1	< 0.1%
162.186497	1	< 0.1%
162.082341	1	< 0.1%
161.910893	1	< 0.1%

X_56
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	39065
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.441119

Minimum	21.41
Maximum	155.277538
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	21.41
5-th percentile	120.4589002
Q1	125.1347125
median	128.414501
Q3	131.839764
95-th percentile	136.8581891
Maximum	155.277538
Range	133.867538
Interquartile range (IQR)	6.7050515

Descriptive statistics

Standard deviation	5.444245499
Coefficient of variation (CV)	0.04238709179
Kurtosis	28.20174667
Mean	128.441119
Median Absolute Deviation (MAD)	3.3489
Skewness	-1.769947304
Sum	5087167.399
Variance	29.63980906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.41	6	< 0.1%
126.373112	3	< 0.1%
129.625797	3	< 0.1%
128.830013	3	< 0.1%
126.388607	2	< 0.1%
124.390003	2	< 0.1%
126.239338	2	< 0.1%
121.925236	2	< 0.1%
129.516209	2	< 0.1%
123.403248	2	< 0.1%
Other values (39055)	39580	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.41	6	< 0.1%
59.046143	1	< 0.1%
66.356877	1	< 0.1%
68.966908	1	< 0.1%
69.550553	1	< 0.1%
69.748024	1	< 0.1%
71.270462	1	< 0.1%
73.287308	1	< 0.1%
73.915672	1	< 0.1%
78.280819	1	< 0.1%

Value	Count	Frequency (%)
155.277538	1	< 0.1%
152.245968	1	< 0.1%
151.40559	1	< 0.1%
150.750225	1	< 0.1%
150.545864	1	< 0.1%
150.241894	1	< 0.1%
149.989605	1	< 0.1%
149.699139	1	< 0.1%
149.573147	1	< 0.1%
148.814022	1	< 0.1%

Y_01
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2249
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.353813796

Minimum	0.017
Maximum	4.409
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.017
5-th percentile	0.7833
Q1	1.1275
median	1.349
Q3	1.576
95-th percentile	1.931
Maximum	4.409
Range	4.392
Interquartile range (IQR)	0.4485

Descriptive statistics

Standard deviation	0.3562231101
Coefficient of variation (CV)	0.2631256316
Kurtosis	1.210970899
Mean	1.353813796
Median Absolute Deviation (MAD)	0.224
Skewness	0.1502434869
Sum	53620.503
Variance	0.1268949041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.376	64	0.2%
1.312	62	0.2%
1.333	60	0.2%
1.42	60	0.2%
1.389	60	0.2%
1.278	60	0.2%
1.3	60	0.2%
1.308	59	0.1%
1.4	58	0.1%
1.263	58	0.1%
Other values (2239)	39006	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.017	1	< 0.1%
0.018	1	< 0.1%
0.019	2	< 0.1%
0.02	3	< 0.1%
0.021	2	< 0.1%
0.025	2	< 0.1%
0.026	2	< 0.1%
0.027	1	< 0.1%
0.028	1	< 0.1%
0.035	1	< 0.1%

Value	Count	Frequency (%)
4.409	1	< 0.1%
4.081	1	< 0.1%
3.79	1	< 0.1%
3.72	1	< 0.1%
3.529	1	< 0.1%
3.518	1	< 0.1%
3.501	1	< 0.1%
3.499	1	< 0.1%
3.419	1	< 0.1%
3.364	1	< 0.1%

Y_02
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2227
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.057267251

Minimum	0.007
Maximum	3.998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.007
5-th percentile	0.45
Q1	0.793
median	1.044
Q3	1.3
95-th percentile	1.711
Maximum	3.998
Range	3.991
Interquartile range (IQR)	0.507

Descriptive statistics

Standard deviation	0.386265985
Coefficient of variation (CV)	0.3653437527
Kurtosis	0.6736418075
Mean	1.057267251
Median Absolute Deviation (MAD)	0.254
Skewness	0.3657652688
Sum	41875.184
Variance	0.1492014112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.072	59	0.1%
0.814	59	0.1%
1.12	58	0.1%
1.043	57	0.1%
0.924	56	0.1%
0.888	56	0.1%
1.031	55	0.1%
1.144	55	0.1%
0.902	55	0.1%
0.834	54	0.1%
Other values (2217)	39043	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.007	2	< 0.1%
0.008	4	< 0.1%
0.009	3	< 0.1%
0.01	4	< 0.1%
0.011	3	< 0.1%
0.012	3	< 0.1%
0.013	5	< 0.1%
0.014	2	< 0.1%
0.015	7	< 0.1%
0.016	6	< 0.1%

Value	Count	Frequency (%)
3.998	1	< 0.1%
3.97	1	< 0.1%
3.72	1	< 0.1%
3.552	1	< 0.1%
3.288	1	< 0.1%
3.256	1	< 0.1%
3.228	1	< 0.1%
3.142	1	< 0.1%
3.115	1	< 0.1%
3.049	1	< 0.1%

Y_03
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2127
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.014001717

Minimum	0.017
Maximum	3.756
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.017
5-th percentile	0.451
Q1	0.769
median	0.998
Q3	1.239
95-th percentile	1.628
Maximum	3.756
Range	3.739
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.3614919509
Coefficient of variation (CV)	0.3565003341
Kurtosis	0.7764764849
Mean	1.014001717
Median Absolute Deviation (MAD)	0.235
Skewness	0.396399124
Sum	40161.566
Variance	0.1306764305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.888	66	0.2%
0.988	63	0.2%
0.973	62	0.2%
0.971	61	0.2%
0.965	61	0.2%
1.104	60	0.2%
0.869	60	0.2%
0.999	59	0.1%
0.906	57	0.1%
0.846	57	0.1%
Other values (2117)	39001	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.017	1	< 0.1%
0.019	1	< 0.1%
0.021	4	< 0.1%
0.022	1	< 0.1%
0.024	2	< 0.1%
0.025	2	< 0.1%
0.027	2	< 0.1%
0.029	3	< 0.1%
0.03	2	< 0.1%
0.031	1	< 0.1%

Value	Count	Frequency (%)
3.756	1	< 0.1%
3.713	1	< 0.1%
3.284	1	< 0.1%
3.213	1	< 0.1%
3.198	1	< 0.1%
3.182	1	< 0.1%
3.102	1	< 0.1%
3.099	1	< 0.1%
3.069	1	< 0.1%
3.028	1	< 0.1%

Y_04
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10773
Distinct (%)	27.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.62119133

Minimum	-0.331
Maximum	98.794
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	< 0.1%
Memory size	309.6 KiB

Quantile statistics

Minimum	-0.331
5-th percentile	8.9393
Q1	11.822
median	13.837
Q3	15.626
95-th percentile	17.5587
Maximum	98.794
Range	99.125
Interquartile range (IQR)	3.804

Descriptive statistics

Standard deviation	2.686631665
Coefficient of variation (CV)	0.1972391107
Kurtosis	25.18483477
Mean	13.62119133
Median Absolute Deviation (MAD)	1.887
Skewness	0.4534505598
Sum	539494.525
Variance	7.217989702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.852	15	< 0.1%
14.243	14	< 0.1%
13.349	14	< 0.1%
15.707	13	< 0.1%
15.461	13	< 0.1%
13.89	13	< 0.1%
14.409	13	< 0.1%
14.774	13	< 0.1%
15.063	13	< 0.1%
15.436	13	< 0.1%
Other values (10763)	39473	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.331	1	< 0.1%
-0.327	1	< 0.1%
-0.308	1	< 0.1%
2.242	1	< 0.1%
3.312	1	< 0.1%
3.447	1	< 0.1%
3.478	1	< 0.1%
3.833	1	< 0.1%
3.847	1	< 0.1%
3.924	1	< 0.1%

Value	Count	Frequency (%)
98.794	1	< 0.1%
33.333	1	< 0.1%
25.956	1	< 0.1%
21.462	1	< 0.1%
21.442	1	< 0.1%
20.89	1	< 0.1%
20.476	1	< 0.1%
20.321	1	< 0.1%
20.209	1	< 0.1%
20.204	1	< 0.1%

Y_05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10241
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.29046706

Minimum	18.589
Maximum	37.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	18.589
5-th percentile	26.512
Q1	29.768
median	31.71
Q3	33.184
95-th percentile	34.709
Maximum	37.25
Range	18.661
Interquartile range (IQR)	3.416

Descriptive statistics

Standard deviation	2.543221628
Coefficient of variation (CV)	0.08127784168
Kurtosis	0.489914823
Mean	31.29046706
Median Absolute Deviation (MAD)	1.658
Skewness	-0.7720326285
Sum	1239321.529
Variance	6.467976249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.692	18	< 0.1%
33.465	17	< 0.1%
32.491	16	< 0.1%
31.949	15	< 0.1%
33.215	15	< 0.1%
31.713	15	< 0.1%
32.659	15	< 0.1%
32.593	15	< 0.1%
32.7	15	< 0.1%
32.796	15	< 0.1%
Other values (10231)	39451	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.589	1	< 0.1%
19.395	1	< 0.1%
19.704	1	< 0.1%
20.062	1	< 0.1%
20.067	2	< 0.1%
20.123	1	< 0.1%
20.189	1	< 0.1%
20.24	1	< 0.1%
20.417	1	< 0.1%
20.462	1	< 0.1%

Value	Count	Frequency (%)
37.25	1	< 0.1%
37.225	1	< 0.1%
37.101	2	< 0.1%
36.995	1	< 0.1%
36.979	1	< 0.1%
36.915	1	< 0.1%
36.868	1	< 0.1%
36.837	1	< 0.1%
36.808	1	< 0.1%
36.806	1	< 0.1%

Y_06
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4269
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.52938208

Minimum	-19.963
Maximum	18.998
Zeros	0
Zeros (%)	0.0%
Negative	99
Negative (%)	0.2%
Memory size	309.6 KiB

Quantile statistics

Minimum	-19.963
5-th percentile	15.177
Q1	16.146
median	16.694
Q3	17.164
95-th percentile	17.758
Maximum	18.998
Range	38.961
Interquartile range (IQR)	1.018

Descriptive statistics

Standard deviation	1.89301384
Coefficient of variation (CV)	0.1145241747
Kurtosis	270.339787
Mean	16.52938208
Median Absolute Deviation (MAD)	0.501
Skewness	-15.02970347
Sum	654679.236
Variance	3.583501399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.782	38	0.1%
16.872	36	0.1%
17.099	33	0.1%
16.859	32	0.1%
17.138	32	0.1%
16.967	32	0.1%
16.72	32	0.1%
16.847	31	0.1%
16.76	31	0.1%
16.475	31	0.1%
Other values (4259)	39279	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-19.963	1	< 0.1%
-19.602	1	< 0.1%
-19.517	1	< 0.1%
-19.472	1	< 0.1%
-19.443	1	< 0.1%
-19.367	1	< 0.1%
-19.351	1	< 0.1%
-19.252	1	< 0.1%
-19.23	2	< 0.1%
-19.099	1	< 0.1%

Value	Count	Frequency (%)
18.998	1	< 0.1%
18.992	1	< 0.1%
18.888	1	< 0.1%
18.857	1	< 0.1%
18.824	1	< 0.1%
18.786	1	< 0.1%
18.753	1	< 0.1%
18.728	1	< 0.1%
18.692	1	< 0.1%
18.685	1	< 0.1%

Y_07
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2394
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.155054107

Minimum	0.502
Maximum	5.299
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	0.502
5-th percentile	2.53
Q1	2.863
median	3.126
Q3	3.4335
95-th percentile	3.864
Maximum	5.299
Range	4.797
Interquartile range (IQR)	0.5705

Descriptive statistics

Standard deviation	0.4189399013
Coefficient of variation (CV)	0.1327837454
Kurtosis	0.7671083874
Mean	3.155054107
Median Absolute Deviation (MAD)	0.283
Skewness	0.08450194006
Sum	124962.228
Variance	0.1755106409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.005	57	0.1%
2.94	56	0.1%
3.136	53	0.1%
2.988	52	0.1%
3.128	52	0.1%
3.033	51	0.1%
3.272	51	0.1%
2.976	51	0.1%
3.03	51	0.1%
3.08	50	0.1%
Other values (2384)	39083	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.502	1	< 0.1%
0.685	1	< 0.1%
0.723	1	< 0.1%
0.818	1	< 0.1%
0.879	1	< 0.1%
0.911	1	< 0.1%
0.921	1	< 0.1%
0.933	1	< 0.1%
0.945	1	< 0.1%
0.953	1	< 0.1%

Value	Count	Frequency (%)
5.299	1	< 0.1%
5.118	1	< 0.1%
4.999	1	< 0.1%
4.991	1	< 0.1%
4.982	1	< 0.1%
4.927	1	< 0.1%
4.918	1	< 0.1%
4.91	1	< 0.1%
4.868	1	< 0.1%
4.85	1	< 0.1%

Y_08
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3672
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.29483879

Minimum	-29.652
Maximum	-23.785
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.652
5-th percentile	-27.4447
Q1	-26.689
median	-26.254
Q3	-25.855
95-th percentile	-25.283
Maximum	-23.785
Range	5.867
Interquartile range (IQR)	0.834

Descriptive statistics

Standard deviation	0.6605368289
Coefficient of variation (CV)	-0.0251203985
Kurtosis	0.7493218708
Mean	-26.29483879
Median Absolute Deviation (MAD)	0.415
Skewness	-0.4373902743
Sum	-1041459.68
Variance	0.4363089024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.314	41	0.1%
-26.091	40	0.1%
-25.838	40	0.1%
-26.431	39	0.1%
-26.435	39	0.1%
-26.09	39	0.1%
-26.081	38	0.1%
-26.372	38	0.1%
-26.045	37	0.1%
-26.122	36	0.1%
Other values (3662)	39220	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.652	1	< 0.1%
-29.642	1	< 0.1%
-29.605	1	< 0.1%
-29.578	1	< 0.1%
-29.452	1	< 0.1%
-29.352	1	< 0.1%
-29.33	1	< 0.1%
-29.324	1	< 0.1%
-29.309	2	< 0.1%
-29.306	1	< 0.1%

Value	Count	Frequency (%)
-23.785	1	< 0.1%
-24.013	1	< 0.1%
-24.117	1	< 0.1%
-24.142	1	< 0.1%
-24.158	1	< 0.1%
-24.162	1	< 0.1%
-24.18	1	< 0.1%
-24.19	1	< 0.1%
-24.207	1	< 0.1%
-24.211	1	< 0.1%

Y_09
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3649
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.30862254

Minimum	-29.523
Maximum	-23.96
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.523
5-th percentile	-27.44
Q1	-26.702
median	-26.266
Q3	-25.871
95-th percentile	-25.311
Maximum	-23.96
Range	5.563
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6535798156
Coefficient of variation (CV)	-0.02484279877
Kurtosis	0.7264309573
Mean	-26.30862254
Median Absolute Deviation (MAD)	0.414
Skewness	-0.4318247115
Sum	-1042005.613
Variance	0.4271665753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.31	43	0.1%
-26.228	41	0.1%
-26.28	38	0.1%
-26.106	38	0.1%
-26.265	37	0.1%
-26.123	37	0.1%
-26.04	37	0.1%
-26.375	37	0.1%
-26.11	37	0.1%
-26.331	36	0.1%
Other values (3639)	39226	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.523	1	< 0.1%
-29.477	1	< 0.1%
-29.47	1	< 0.1%
-29.427	1	< 0.1%
-29.392	1	< 0.1%
-29.376	1	< 0.1%
-29.351	1	< 0.1%
-29.339	1	< 0.1%
-29.338	1	< 0.1%
-29.331	1	< 0.1%

Value	Count	Frequency (%)
-23.96	1	< 0.1%
-23.985	1	< 0.1%
-24.091	1	< 0.1%
-24.104	1	< 0.1%
-24.155	1	< 0.1%
-24.16	1	< 0.1%
-24.189	1	< 0.1%
-24.219	1	< 0.1%
-24.242	1	< 0.1%
-24.276	1	< 0.1%

Y_10
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4458
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-22.40006244

Minimum	-31.119
Maximum	-20.052
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-31.119
5-th percentile	-23.9517
Q1	-22.871
median	-22.275
Q3	-21.791
95-th percentile	-21.195
Maximum	-20.052
Range	11.067
Interquartile range (IQR)	1.08

Descriptive statistics

Standard deviation	0.920952195
Coefficient of variation (CV)	-0.04111382268
Kurtosis	10.34745855
Mean	-22.40006244
Median Absolute Deviation (MAD)	0.529
Skewness	-1.837054602
Sum	-887199.273
Variance	0.8481529455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-22.014	33	0.1%
-21.995	33	0.1%
-21.919	32	0.1%
-22.096	32	0.1%
-22.327	32	0.1%
-22.176	31	0.1%
-22.092	31	0.1%
-22.329	31	0.1%
-22.065	31	0.1%
-21.786	30	0.1%
Other values (4448)	39291	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-31.119	1	< 0.1%
-30.949	1	< 0.1%
-30.926	1	< 0.1%
-30.788	1	< 0.1%
-30.619	1	< 0.1%
-30.587	1	< 0.1%
-30.584	1	< 0.1%
-30.548	1	< 0.1%
-30.537	1	< 0.1%
-30.507	1	< 0.1%

Value	Count	Frequency (%)
-20.052	1	< 0.1%
-20.093	1	< 0.1%
-20.13	1	< 0.1%
-20.147	1	< 0.1%
-20.224	1	< 0.1%
-20.235	1	< 0.1%
-20.272	1	< 0.1%
-20.288	3	< 0.1%
-20.31	1	< 0.1%
-20.331	1	< 0.1%

Y_11
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4309
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.32506113

Minimum	19.844
Maximum	26.703
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	19.844
5-th percentile	22.815
Q1	23.836
median	24.42
Q3	24.9115
95-th percentile	25.514
Maximum	26.703
Range	6.859
Interquartile range (IQR)	1.0755

Descriptive statistics

Standard deviation	0.8301968024
Coefficient of variation (CV)	0.03412927919
Kurtosis	0.7579205164
Mean	24.32506113
Median Absolute Deviation (MAD)	0.532
Skewness	-0.6749349242
Sum	963442.696
Variance	0.6892267307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.737	34	0.1%
24.776	34	0.1%
24.496	33	0.1%
24.58	32	0.1%
24.542	32	0.1%
24.409	32	0.1%
24.644	32	0.1%
24.509	31	0.1%
24.741	31	0.1%
24.588	31	0.1%
Other values (4299)	39285	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.844	1	< 0.1%
20.031	1	< 0.1%
20.045	1	< 0.1%
20.101	1	< 0.1%
20.175	1	< 0.1%
20.194	1	< 0.1%
20.199	1	< 0.1%
20.295	1	< 0.1%
20.298	1	< 0.1%
20.334	1	< 0.1%

Value	Count	Frequency (%)
26.703	1	< 0.1%
26.659	1	< 0.1%
26.657	1	< 0.1%
26.592	1	< 0.1%
26.579	1	< 0.1%
26.567	1	< 0.1%
26.551	1	< 0.1%
26.545	1	< 0.1%
26.483	1	< 0.1%
26.48	1	< 0.1%

Y_12
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3673
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.23776173

Minimum	-29.544
Maximum	-23.722
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.544
5-th percentile	-27.38
Q1	-26.63
median	-26.198
Q3	-25.799
95-th percentile	-25.238
Maximum	-23.722
Range	5.822
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6563285123
Coefficient of variation (CV)	-0.02501465327
Kurtosis	0.7459825
Mean	-26.23776173
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4446574078
Sum	-1039199.029
Variance	0.430767116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.026	49	0.1%
-26.17	41	0.1%
-26.076	40	0.1%
-26.358	39	0.1%
-26.118	39	0.1%
-26.44	38	0.1%
-26.292	38	0.1%
-25.998	37	0.1%
-25.919	37	0.1%
-26.354	37	0.1%
Other values (3663)	39212	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.544	1	< 0.1%
-29.453	1	< 0.1%
-29.441	1	< 0.1%
-29.367	1	< 0.1%
-29.346	1	< 0.1%
-29.341	1	< 0.1%
-29.335	1	< 0.1%
-29.31	1	< 0.1%
-29.287	1	< 0.1%
-29.283	1	< 0.1%

Value	Count	Frequency (%)
-23.722	1	< 0.1%
-23.947	1	< 0.1%
-23.95	1	< 0.1%
-24.067	1	< 0.1%
-24.151	1	< 0.1%
-24.16	1	< 0.1%
-24.221	1	< 0.1%
-24.228	1	< 0.1%
-24.231	1	< 0.1%
-24.24	1	< 0.1%

Y_13
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3665
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.23386934

Minimum	-29.448
Maximum	-23.899
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.448
5-th percentile	-27.366
Q1	-26.624
median	-26.193
Q3	-25.794
95-th percentile	-25.2393
Maximum	-23.899
Range	5.549
Interquartile range (IQR)	0.83

Descriptive statistics

Standard deviation	0.6550900257
Coefficient of variation (CV)	-0.02497115531
Kurtosis	0.7518019689
Mean	-26.23386934
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4398630698
Sum	-1039044.863
Variance	0.4291429417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.097	42	0.1%
-26.187	41	0.1%
-26.336	41	0.1%
-26.28	40	0.1%
-26.151	39	0.1%
-26.346	38	0.1%
-26.039	38	0.1%
-25.968	37	0.1%
-26.213	36	0.1%
-25.995	36	0.1%
Other values (3655)	39219	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.448	1	< 0.1%
-29.443	1	< 0.1%
-29.375	1	< 0.1%
-29.368	1	< 0.1%
-29.355	1	< 0.1%
-29.35	1	< 0.1%
-29.301	1	< 0.1%
-29.292	1	< 0.1%
-29.236	1	< 0.1%
-29.226	1	< 0.1%

Value	Count	Frequency (%)
-23.899	1	< 0.1%
-23.936	1	< 0.1%
-23.965	1	< 0.1%
-24.021	1	< 0.1%
-24.117	1	< 0.1%
-24.123	1	< 0.1%
-24.177	1	< 0.1%
-24.194	1	< 0.1%
-24.205	1	< 0.1%
-24.21	1	< 0.1%

Y_14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3682
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26.24586843

Minimum	-29.62
Maximum	-23.856
Zeros	0
Zeros (%)	0.0%
Negative	39607
Negative (%)	100.0%
Memory size	309.6 KiB

Quantile statistics

Minimum	-29.62
5-th percentile	-27.3817
Q1	-26.64
median	-26.204
Q3	-25.809
95-th percentile	-25.245
Maximum	-23.856
Range	5.764
Interquartile range (IQR)	0.831

Descriptive statistics

Standard deviation	0.6559887312
Coefficient of variation (CV)	-0.02499398078
Kurtosis	0.734812393
Mean	-26.24586843
Median Absolute Deviation (MAD)	0.413
Skewness	-0.4307872388
Sum	-1039520.111
Variance	0.4303212155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-26.303	46	0.1%
-26.025	41	0.1%
-26.148	39	0.1%
-25.858	39	0.1%
-26.08	39	0.1%
-26.174	38	0.1%
-26.105	38	0.1%
-25.835	38	0.1%
-26.424	37	0.1%
-26.065	37	0.1%
Other values (3672)	39215	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.62	1	< 0.1%
-29.529	1	< 0.1%
-29.493	1	< 0.1%
-29.434	1	< 0.1%
-29.34	1	< 0.1%
-29.335	1	< 0.1%
-29.312	1	< 0.1%
-29.292	1	< 0.1%
-29.282	1	< 0.1%
-29.28	1	< 0.1%

Value	Count	Frequency (%)
-23.856	1	< 0.1%
-24.052	1	< 0.1%
-24.137	2	< 0.1%
-24.139	1	< 0.1%
-24.165	1	< 0.1%
-24.176	1	< 0.1%
-24.192	1	< 0.1%
-24.193	1	< 0.1%
-24.208	1	< 0.1%
-24.211	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	X_49	X_50	X_51	X_52	X_53	X_54	X_55	X_56	Y_01	Y_02	Y_03	Y_04	Y_05	Y_06	Y_07	Y_08	Y_09	Y_10	Y_11	Y_12	Y_13	Y_14
0	9706.03	137.043591	135.359219	147.837968	134.313475	125.605427	136.721425	125.028256	2.056	1.456	1.680	10.502	29.632	16.083	4.276	-25.381	-25.529	-22.769	23.792	-25.470	-25.409	-25.304
1	10423.43	133.736691	135.979817	149.924692	123.630583	127.893337	143.322659	124.877308	1.446	1.184	1.268	18.507	33.179	16.736	3.229	-26.619	-26.523	-22.574	24.691	-26.253	-26.497	-26.438
2	10948.53	132.805112	131.055355	146.814592	128.939070	127.012195	140.395688	122.238232	1.251	0.665	0.782	14.082	31.801	17.080	2.839	-26.238	-26.216	-22.169	24.649	-26.285	-26.215	-26.370
3	15007.03	134.138760	133.239422	139.720132	132.260824	130.723186	147.624829	134.875225	1.464	1.079	1.052	16.975	34.503	17.143	3.144	-25.426	-25.079	-21.765	24.913	-25.254	-25.021	-25.345
4	11051.03	142.728970	136.620022	134.853555	134.760252	125.647793	139.331105	123.272762	0.983	0.646	0.689	15.047	32.602	17.569	3.138	-25.376	-25.242	-21.072	25.299	-25.072	-25.195	-24.974
5	9514.23	137.649365	124.373890	145.751970	121.860937	127.081180	139.840405	123.946308	1.155	0.678	0.580	11.760	29.662	16.201	3.343	-26.466	-26.527	-22.621	24.064	-26.489	-26.536	-26.426
6	11111.83	141.235753	132.356259	138.011690	133.733046	142.292843	132.479969	125.146511	2.140	1.438	1.689	14.137	32.739	15.573	2.418	-27.581	-28.038	-23.355	23.051	-27.650	-27.709	-27.599
7	11907.13	133.099217	128.041348	134.704309	132.670759	128.802929	138.067112	127.587498	1.769	1.535	1.534	17.954	34.680	18.230	3.147	-24.917	-24.832	-20.689	26.138	-24.539	-24.538	-24.668
8	12233.03	142.350598	126.267437	149.639627	125.485838	132.235386	138.623082	117.740536	1.326	0.945	0.883	13.952	29.129	16.608	3.931	-25.890	-25.801	-22.521	24.353	-25.738	-25.825	-25.764
9	12461.23	133.556149	123.122143	141.628915	123.268843	130.163105	131.452740	114.120251	2.004	1.787	1.548	16.885	34.209	18.120	2.646	-25.520	-25.408	-21.159	25.961	-25.353	-25.567	-25.470

Last rows

	X_49	X_50	X_51	X_52	X_53	X_54	X_55	X_56	Y_01	Y_02	Y_03	Y_04	Y_05	Y_06	Y_07	Y_08	Y_09	Y_10	Y_11	Y_12	Y_13	Y_14
39597	61933.83	130.192944	131.285206	138.202150	129.136084	129.970180	133.089329	124.429569	1.489	1.369	1.303	15.687	34.089	17.586	3.107	-25.927	-25.836	-21.611	25.399	-25.850	-25.867	-25.587
39598	61820.13	128.443806	121.708950	136.029749	128.027021	125.687443	145.721791	134.551464	1.299	0.612	1.032	17.957	32.870	16.804	3.140	-26.569	-26.304	-23.102	24.660	-26.259	-26.410	-26.365
39599	60355.63	121.881017	124.793759	138.613680	119.412733	125.072208	137.186520	127.534672	0.949	0.891	0.767	17.706	30.877	17.090	2.547	-26.652	-26.807	-22.188	24.737	-26.783	-26.694	-26.771
39600	9088.83	130.619817	115.842388	142.236215	124.657179	116.541210	130.743496	128.014553	0.998	0.563	0.911	8.879	28.957	16.441	3.387	-26.545	-26.572	-22.705	24.084	-26.618	-26.677	-26.530
39601	60707.83	128.922673	128.715023	137.359163	125.521040	130.121288	138.584111	121.000820	1.556	1.418	1.328	12.598	32.671	16.949	2.996	-26.106	-26.281	-22.359	24.661	-26.134	-26.300	-26.306
39602	60630.73	129.965741	130.807148	133.481737	125.273130	121.780933	133.780110	129.029812	1.382	1.215	1.263	10.874	29.194	16.582	3.410	-26.486	-26.581	-22.772	24.261	-26.491	-26.584	-26.580
39603	60763.43	127.633885	120.158764	142.667802	122.465490	122.987209	143.090741	122.811413	1.482	0.606	1.083	8.759	29.859	15.659	3.406	-27.308	-27.203	-24.674	23.427	-27.250	-27.334	-27.325
39604	8813.33	132.501286	136.893025	134.419328	129.115431	130.920147	140.489232	119.166699	1.117	1.154	0.993	13.159	24.720	16.823	3.215	-26.502	-26.687	-22.577	24.301	-26.388	-26.425	-26.601
39605	62222.33	128.189679	121.495930	141.288011	130.141676	125.518825	136.603634	124.525929	0.895	0.187	0.477	9.123	26.412	15.757	4.216	-26.760	-26.634	-24.066	23.305	-26.536	-26.751	-26.635
39606	62172.23	135.096272	122.988476	142.019357	123.752157	130.648365	139.695370	136.714504	1.147	0.348	0.852	10.421	30.745	16.781	3.307	-26.054	-26.251	-23.257	24.450	-26.224	-26.256	-26.093

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows